Day 5 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295534
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`CO (ppm)` is highly overall correlated with `Time (s)` and 9 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 10 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 8 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 6 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Humidity (%r.h.)` and 14 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 3 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -101.9754107)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32165 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:30:43.262001
Analysis finished	2022-12-20 08:32:32.626691
Duration	1 minute and 49.36 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295534
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45466.252

Minimum	0
Maximum	90909.697
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4549.2139
Q1	22740.01
median	45480.967
Q3	68200.558
95-th percentile	86367.118
Maximum	90909.697
Range	90909.697
Interquartile range (IQR)	45460.548

Descriptive statistics

Standard deviation	26247.285
Coefficient of variation (CV)	0.57729158
Kurtosis	-1.2004342
Mean	45466.252
Median Absolute Deviation (MAD)	22730.425
Skewness	-0.00077195217
Sum	1.3436823 × 10¹⁰
Variance	6.8891995 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60654.468	1	< 0.1%
60626.399	1	< 0.1%
60626.094	1	< 0.1%
60625.788	1	< 0.1%
60625.484	1	< 0.1%
60625.178	1	< 0.1%
60624.873	1	< 0.1%
60624.569	1	< 0.1%
60624.264	1	< 0.1%
Other values (295524)	295524	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.31	1	< 0.1%
0.619	1	< 0.1%
0.929	1	< 0.1%
1.238	1	< 0.1%
1.546	1	< 0.1%
1.856	1	< 0.1%
2.165	1	< 0.1%
2.475	1	< 0.1%
2.782	1	< 0.1%

Value	Count	Frequency (%)
90909.697	1	< 0.1%
90909.392	1	< 0.1%
90909.087	1	< 0.1%
90908.783	1	< 0.1%
90908.476	1	< 0.1%
90908.171	1	< 0.1%
90907.866	1	< 0.1%
90907.56	1	< 0.1%
90907.253	1	< 0.1%
90906.948	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	303
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8982688

Minimum	0
Maximum	20
Zeros	32165
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.426852
Coefficient of variation (CV)	0.64929051
Kurtosis	-1.2333938
Mean	9.8982688
Median Absolute Deviation (MAD)	6.67
Skewness	0.0092984047
Sum	2925275
Variance	41.304426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32165	10.9%
6.67	29255	9.9%
17.78	29254	9.9%
15.56	29250	9.9%
8.89	29247	9.9%
2.22	29243	9.9%
4.44	29238	9.9%
13.33	29238	9.9%
11.11	29182	9.9%
20	29168	9.9%
Other values (293)	294	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32165	10.9%
0.1465	1	< 0.1%
0.2198	1	< 0.1%
0.2842	1	< 0.1%
0.6616	1	< 0.1%
0.7814	1	< 0.1%
0.7936	1	< 0.1%
0.8991	1	< 0.1%
1.0777	1	< 0.1%
1.1988	1	< 0.1%

Value	Count	Frequency (%)
20	29168	9.9%
19.9289	1	< 0.1%
19.5338	1	< 0.1%
19.4716	1	< 0.1%
19.3955	1	< 0.1%
19.2998	1	< 0.1%
18.8456	1	< 0.1%
18.7857	1	< 0.1%
18.7203	1	< 0.1%
18.1574	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	21901
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.329201

Minimum	16.38
Maximum	72.38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	16.38
5-th percentile	23.07
Q1	35.9
median	46.59
Q3	55.07
95-th percentile	64.25
Maximum	72.38
Range	56
Interquartile range (IQR)	19.17

Descriptive statistics

Standard deviation	12.351256
Coefficient of variation (CV)	0.27247902
Kurtosis	-0.74287121
Mean	45.329201
Median Absolute Deviation (MAD)	9.42
Skewness	-0.18077741
Sum	13396320
Variance	152.55353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.96	4397	1.5%
48.72	2564	0.9%
32.88	2547	0.9%
46.6	1792	0.6%
29.66	1661	0.6%
44.53	1638	0.6%
48.65	1599	0.5%
47.11	1575	0.5%
47.62	1509	0.5%
35.89	1416	0.5%
Other values (21891)	274836	93.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.38	605	0.2%
16.3802	1	< 0.1%
16.3803	1	< 0.1%
16.3804	1	< 0.1%
16.3805	1	< 0.1%
16.3807	1	< 0.1%
16.381	1	< 0.1%
16.4142	1	< 0.1%
16.4773	1	< 0.1%
16.5294	1	< 0.1%

Value	Count	Frequency (%)
72.38	13	< 0.1%
72.3416	1	< 0.1%
72.2606	1	< 0.1%
72.1933	1	< 0.1%
72.1119	1	< 0.1%
72.0445	1	< 0.1%
71.9638	1	< 0.1%
71.9004	1	< 0.1%
71.9002	1	< 0.1%
71.9001	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	7568
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.813559

Minimum	23.58
Maximum	26.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	23.58
5-th percentile	23.9
Q1	25.74
median	26.06
Q3	26.22
95-th percentile	26.5
Maximum	26.7
Range	3.12
Interquartile range (IQR)	0.48

Descriptive statistics

Standard deviation	0.73421031
Coefficient of variation (CV)	0.028442816
Kurtosis	1.8042832
Mean	25.813559
Median Absolute Deviation (MAD)	0.2
Skewness	-1.6435974
Sum	7628784.4
Variance	0.53906478
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.02	27946	9.5%
26.14	27651	9.4%
26.06	21508	7.3%
26.1	21362	7.2%
25.98	13849	4.7%
26.46	12545	4.2%
26.26	11119	3.8%
26.22	9406	3.2%
26.38	9061	3.1%
26.18	7470	2.5%
Other values (7558)	133617	45.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.58	576	0.2%
23.5802	1	< 0.1%
23.5806	1	< 0.1%
23.5807	1	< 0.1%
23.5809	2	< 0.1%
23.581	1	< 0.1%
23.5811	1	< 0.1%
23.5818	1	< 0.1%
23.5824	1	< 0.1%
23.5825	2	< 0.1%

Value	Count	Frequency (%)
26.7	650	0.2%
26.6998	1	< 0.1%
26.6996	1	< 0.1%
26.6981	1	< 0.1%
26.6978	1	< 0.1%
26.697	1	< 0.1%
26.6962	1	< 0.1%
26.6956	1	< 0.1%
26.6952	1	< 0.1%
26.6948	1	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	11358
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.94466

Minimum	0
Maximum	273.7196
Zeros	12
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.7539
Q1	239.8952
median	239.9724
Q3	240.04558
95-th percentile	240.1811
Maximum	273.7196
Range	273.7196
Interquartile range (IQR)	0.150375

Descriptive statistics

Standard deviation	1.9271699
Coefficient of variation (CV)	0.0080317267
Kurtosis	11776.429
Mean	239.94466
Median Absolute Deviation (MAD)	0.0751
Skewness	-101.97541
Sum	70911805
Variance	3.713984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.973	148	0.1%
239.979	140	< 0.1%
239.9726	139	< 0.1%
239.9747	138	< 0.1%
239.9791	137	< 0.1%
239.9764	137	< 0.1%
239.9679	137	< 0.1%
239.9588	135	< 0.1%
239.9771	134	< 0.1%
239.975	133	< 0.1%
Other values (11348)	294156	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	< 0.1%
36.7433	1	< 0.1%
39.4867	1	< 0.1%
42.6948	1	< 0.1%
44.5664	1	< 0.1%
95.0345	1	< 0.1%
102.8132	1	< 0.1%
110.3395	1	< 0.1%
115.8476	1	< 0.1%
117.4061	1	< 0.1%

Value	Count	Frequency (%)
273.7196	1	< 0.1%
269.3056	1	< 0.1%
262.2621	1	< 0.1%
261.3533	1	< 0.1%
260.3501	1	< 0.1%
259.514	1	< 0.1%
258.0795	1	< 0.1%
257.1495	1	< 0.1%
255.1999	1	< 0.1%
254.2954	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1714
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3552383

Minimum	0.199
Maximum	0.901
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.199
5-th percentile	0.2
Q1	0.2
median	0.2
Q3	0.207
95-th percentile	0.899
Maximum	0.901
Range	0.702
Interquartile range (IQR)	0.007

Descriptive statistics

Standard deviation	0.2886625
Coefficient of variation (CV)	0.81258834
Kurtosis	-0.20501307
Mean	0.3552383
Median Absolute Deviation (MAD)	0
Skewness	1.3374576
Sum	104985
Variance	0.08332604
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	159897	54.1%
0.899	24309	8.2%
0.201	9812	3.3%
0.898	5660	1.9%
0.9	5040	1.7%
0.202	2855	1.0%
0.2008	2607	0.9%
0.2001	2597	0.9%
0.2003	2591	0.9%
0.2002	2575	0.9%
Other values (1704)	77591	26.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.199	1130	0.4%
0.1991	1281	0.4%
0.1992	1368	0.5%
0.1993	1290	0.4%
0.1994	1375	0.5%
0.1995	1314	0.4%
0.1996	1331	0.5%
0.1997	1436	0.5%
0.1998	1395	0.5%
0.1999	1380	0.5%

Value	Count	Frequency (%)
0.901	147	< 0.1%
0.9009	101	< 0.1%
0.9008	105	< 0.1%
0.9007	96	< 0.1%
0.9006	103	< 0.1%
0.9005	96	< 0.1%
0.9004	110	< 0.1%
0.9003	99	< 0.1%
0.9002	115	< 0.1%
0.9001	94	< 0.1%

R1 (MOhm)
Real number (ℝ)

Distinct	8518
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.733125

Minimum	0.0326
Maximum	116.4568
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0326
5-th percentile	0.0786
Q1	0.4253
median	2.1729
Q3	29.7827
95-th percentile	70.2486
Maximum	116.4568
Range	116.4242
Interquartile range (IQR)	29.3574

Descriptive statistics

Standard deviation	24.035544
Coefficient of variation (CV)	1.436405
Kurtosis	0.79169117
Mean	16.733125
Median Absolute Deviation (MAD)	2.0913
Skewness	1.3953001
Sum	4945207.2
Variance	577.70737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.3877	735	0.2%
71.9176	702	0.2%
72.5638	700	0.2%
73.7788	688	0.2%
70.2486	683	0.2%
73.1111	680	0.2%
68.0747	675	0.2%
69.6423	670	0.2%
75.0345	666	0.2%
70.7619	664	0.2%
Other values (8508)	288671	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0326	1	< 0.1%
0.0329	2	< 0.1%
0.0332	2	< 0.1%
0.0333	1	< 0.1%
0.0335	2	< 0.1%
0.0336	2	< 0.1%
0.0338	4	< 0.1%
0.034	1	< 0.1%
0.0341	3	< 0.1%
0.0342	4	< 0.1%

Value	Count	Frequency (%)
116.4568	1	< 0.1%
114.818	5	< 0.1%
113.4868	10	< 0.1%
111.9292	4	< 0.1%
110.6632	14	< 0.1%
109.181	13	< 0.1%
107.9756	28	< 0.1%
106.5634	30	< 0.1%
105.4143	43	< 0.1%
104.0673	46	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8227
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.821429

Minimum	0.0548
Maximum	135.8172
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0548
5-th percentile	0.1403
Q1	0.4975
median	1.6205
Q3	33.9269
95-th percentile	79.7171
Maximum	135.8172
Range	135.7624
Interquartile range (IQR)	33.4294

Descriptive statistics

Standard deviation	27.836241
Coefficient of variation (CV)	1.4789653
Kurtosis	0.2729895
Mean	18.821429
Median Absolute Deviation (MAD)	1.4788
Skewness	1.3109236
Sum	5562372.1
Variance	774.85629
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
81.1822	1123	0.4%
79.7171	1112	0.4%
80.5097	1109	0.4%
82.004	1069	0.4%
79.0683	1033	0.3%
77.677	1013	0.3%
78.3034	1006	0.3%
82.7015	998	0.3%
76.9383	938	0.3%
76.3332	924	0.3%
Other values (8217)	285209	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0548	1	< 0.1%
0.0584	1	< 0.1%
0.0585	1	< 0.1%
0.0586	1	< 0.1%
0.059	2	< 0.1%
0.0592	1	< 0.1%
0.0595	1	< 0.1%
0.0602	1	< 0.1%
0.0603	1	< 0.1%
0.0606	2	< 0.1%

Value	Count	Frequency (%)
135.8172	1	< 0.1%
133.9633	1	< 0.1%
124.4448	1	< 0.1%
119.5851	1	< 0.1%
117.8584	2	< 0.1%
116.4568	4	< 0.1%
114.818	5	< 0.1%
113.4868	2	< 0.1%
111.9292	7	< 0.1%
110.6632	26	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8211
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.711009

Minimum	0.055
Maximum	193.8919
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.055
5-th percentile	0.1126
Q1	0.6113
median	5.2356
Q3	48.4112
95-th percentile	83.0507
Maximum	193.8919
Range	193.8369
Interquartile range (IQR)	47.7999

Descriptive statistics

Standard deviation	29.529517
Coefficient of variation (CV)	1.2453927
Kurtosis	-0.48673394
Mean	23.711009
Median Absolute Deviation (MAD)	5.1211
Skewness	0.9710413
Sum	7007409.2
Variance	871.99238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84.6501	1231	0.4%
83.0507	1124	0.4%
85.3974	1123	0.4%
80.6932	1115	0.4%
86.3116	1104	0.4%
83.7703	1087	0.4%
82.2033	1086	0.4%
81.51	1061	0.4%
80.0247	1040	0.4%
87.0883	1036	0.4%
Other values (8201)	284527	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.055	1	< 0.1%
0.0556	1	< 0.1%
0.0561	1	< 0.1%
0.0562	1	< 0.1%
0.0564	1	< 0.1%
0.0568	3	< 0.1%
0.0572	1	< 0.1%
0.0574	1	< 0.1%
0.0578	1	< 0.1%
0.0579	2	< 0.1%

Value	Count	Frequency (%)
193.8919	1	< 0.1%
122.1443	1	< 0.1%
115.7553	1	< 0.1%
112.8031	3	< 0.1%
111.2549	20	< 0.1%
109.9965	39	< 0.1%
108.5233	45	< 0.1%
107.3251	56	< 0.1%
105.9214	100	< 0.1%
104.7792	112	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7548
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.716693

Minimum	0.0406
Maximum	105.8281
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0406
5-th percentile	0.1024
Q1	2.1711
median	22.6156
Q3	34.5923
95-th percentile	51.1162
Maximum	105.8281
Range	105.7875
Interquartile range (IQR)	32.4212

Descriptive statistics

Standard deviation	17.596796
Coefficient of variation (CV)	0.81028893
Kurtosis	-0.86685049
Mean	21.716693
Median Absolute Deviation (MAD)	15.3906
Skewness	0.30336642
Sum	6418021.1
Variance	309.64722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34.4447	1022	0.3%
33.64	1015	0.3%
33.8093	1000	0.3%
33.033	999	0.3%
34.7712	991	0.3%
32.898	987	0.3%
32.447	987	0.3%
34.2691	985	0.3%
35.7879	978	0.3%
34.1241	977	0.3%
Other values (7538)	285593	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0406	1	< 0.1%
0.0413	2	< 0.1%
0.0415	4	< 0.1%
0.0418	1	< 0.1%
0.0419	2	< 0.1%
0.0424	1	< 0.1%
0.0425	2	< 0.1%
0.0426	1	< 0.1%
0.0427	1	< 0.1%
0.043	2	< 0.1%

Value	Count	Frequency (%)
105.8281	1	< 0.1%
85.5816	1	< 0.1%
80.9098	3	< 0.1%
80.1281	1	< 0.1%
79.2097	7	< 0.1%
78.4601	15	< 0.1%
77.5789	16	< 0.1%
76.8594	20	< 0.1%
76.0133	27	< 0.1%
75.3221	33	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7880
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.401413

Minimum	0.0487
Maximum	131.5393
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0487
5-th percentile	0.1158
Q1	1.9206
median	35.8481
Q3	54.0448
95-th percentile	81.0192
Maximum	131.5393
Range	131.4906
Interquartile range (IQR)	52.1242

Descriptive statistics

Standard deviation	28.055098
Coefficient of variation (CV)	0.83993747
Kurtosis	-1.029783
Mean	33.401413
Median Absolute Deviation (MAD)	25.9094
Skewness	0.28978705
Sum	9871253.1
Variance	787.08853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.4117	1416	0.5%
49.9804	1355	0.5%
48.8555	1352	0.5%
52.1043	1350	0.5%
48.6068	1343	0.5%
49.7203	1340	0.5%
51.7661	1331	0.5%
49.1574	1323	0.4%
48.3116	1320	0.4%
50.296	1320	0.4%
Other values (7870)	282084	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0487	1	< 0.1%
0.049	1	< 0.1%
0.0495	1	< 0.1%
0.0496	1	< 0.1%
0.0501	1	< 0.1%
0.0502	2	< 0.1%
0.0505	2	< 0.1%
0.0507	1	< 0.1%
0.0508	2	< 0.1%
0.0511	2	< 0.1%

Value	Count	Frequency (%)
131.5393	2	< 0.1%
129.7955	1	< 0.1%
126.116	2	< 0.1%
124.1949	3	< 0.1%
122.6378	9	< 0.1%
120.8197	8	< 0.1%
119.345	18	< 0.1%
117.6218	18	< 0.1%
116.223	22	< 0.1%
114.5874	36	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7842
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.380702

Minimum	0.0464
Maximum	145.1587
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0464
5-th percentile	0.1247
Q1	1.6412
median	26.1979
Q3	52.1297
95-th percentile	80.6531
Maximum	145.1587
Range	145.1123
Interquartile range (IQR)	50.4885

Descriptive statistics

Standard deviation	28.028145
Coefficient of variation (CV)	0.92256409
Kurtosis	-0.94692948
Mean	30.380702
Median Absolute Deviation (MAD)	24.9272
Skewness	0.49168163
Sum	8978530.4
Variance	785.57691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.2798	1193	0.4%
49.6055	1187	0.4%
52.1297	1186	0.4%
50.2138	1181	0.4%
51.1251	1176	0.4%
48.4314	1173	0.4%
47.8646	1172	0.4%
49.8802	1171	0.4%
61.0677	1169	0.4%
51.7707	1158	0.4%
Other values (7832)	283768	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0464	1	< 0.1%
0.0484	1	< 0.1%
0.0487	1	< 0.1%
0.0488	2	< 0.1%
0.0494	1	< 0.1%
0.0499	2	< 0.1%
0.0502	3	< 0.1%
0.0505	1	< 0.1%
0.0508	1	< 0.1%
0.0511	3	< 0.1%

Value	Count	Frequency (%)
145.1587	1	< 0.1%
133.7912	1	< 0.1%
122.0913	1	< 0.1%
118.6302	4	< 0.1%
116.8232	2	< 0.1%
115.3585	12	< 0.1%
113.6483	14	< 0.1%
112.2611	13	< 0.1%
110.6402	41	< 0.1%
109.3244	62	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7778
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.598219

Minimum	0.0536
Maximum	125.3547
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0536
5-th percentile	0.123
Q1	2.0136
median	35.0441
Q3	55.0846
95-th percentile	82.0372
Maximum	125.3547
Range	125.3011
Interquartile range (IQR)	53.071

Descriptive statistics

Standard deviation	28.457897
Coefficient of variation (CV)	0.84700611
Kurtosis	-1.0854013
Mean	33.598219
Median Absolute Deviation (MAD)	26.7379
Skewness	0.29762028
Sum	9929416
Variance	809.85188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52.0732	1404	0.5%
51.1767	1360	0.5%
51.7898	1354	0.5%
49.4202	1350	0.5%
49.9924	1341	0.5%
50.2568	1338	0.5%
52.4174	1334	0.5%
52.7077	1334	0.5%
49.6787	1329	0.4%
51.4536	1327	0.4%
Other values (7768)	282063	95.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0536	2	< 0.1%
0.0538	2	< 0.1%
0.0541	1	< 0.1%
0.0543	1	< 0.1%
0.0544	1	< 0.1%
0.0545	2	< 0.1%
0.0546	1	< 0.1%
0.0549	1	< 0.1%
0.055	1	< 0.1%
0.0551	2	< 0.1%

Value	Count	Frequency (%)
125.3547	1	< 0.1%
116.9118	1	< 0.1%
115.5214	5	< 0.1%
113.8957	9	< 0.1%
112.5752	15	< 0.1%
111.0301	25	< 0.1%
109.7743	46	< 0.1%
108.304	81	< 0.1%
107.1083	106	< 0.1%
105.7075	139	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6209
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.319321

Minimum	0.0326
Maximum	106.9859
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0326
5-th percentile	0.0996
Q1	12.2391
median	28.1511
Q3	43.5025
95-th percentile	63.5216
Maximum	106.9859
Range	106.9533
Interquartile range (IQR)	31.2634

Descriptive statistics

Standard deviation	20.738531
Coefficient of variation (CV)	0.73231031
Kurtosis	-0.88538316
Mean	28.319321
Median Absolute Deviation (MAD)	15.3514
Skewness	0.14845362
Sum	8369322.3
Variance	430.08667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.4724	1160	0.4%
51.311	1150	0.4%
52.3446	1140	0.4%
53.0355	1128	0.4%
50.3742	1126	0.4%
51.6712	1124	0.4%
54.073	1111	0.4%
49.7495	1107	0.4%
51.9752	1101	0.4%
49.415	1096	0.4%
Other values (6199)	284291	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0326	1	< 0.1%
0.0332	1	< 0.1%
0.0337	1	< 0.1%
0.0338	4	< 0.1%
0.0339	1	< 0.1%
0.0341	2	< 0.1%
0.0344	2	< 0.1%
0.0346	1	< 0.1%
0.0347	1	< 0.1%
0.035	1	< 0.1%

Value	Count	Frequency (%)
106.9859	1	< 0.1%
95.604	1	< 0.1%
93.4149	1	< 0.1%
92.4523	1	< 0.1%
91.3229	3	< 0.1%
90.4024	1	< 0.1%
89.3217	2	< 0.1%
88.4405	3	< 0.1%
87.4055	14	< 0.1%
86.5611	17	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6201
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.136113

Minimum	0.029
Maximum	91.5335
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.029
5-th percentile	0.0967
Q1	8.4872
median	22.6925
Q3	37.2693
95-th percentile	58.3888
Maximum	91.5335
Range	91.5045
Interquartile range (IQR)	28.7821

Descriptive statistics

Standard deviation	18.819441
Coefficient of variation (CV)	0.7797213
Kurtosis	-0.75820298
Mean	24.136113
Median Absolute Deviation (MAD)	14.5768
Skewness	0.35928813
Sum	7133041.9
Variance	354.17137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0971	2682	0.9%
0.097	2621	0.9%
0.0972	2558	0.9%
0.0977	2466	0.8%
0.0973	2395	0.8%
0.0978	2350	0.8%
0.0968	2341	0.8%
0.0975	2334	0.8%
0.098	2299	0.8%
0.0976	2298	0.8%
Other values (6191)	271190	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.029	1	< 0.1%
0.0293	1	< 0.1%
0.0294	4	< 0.1%
0.0296	1	< 0.1%
0.0299	1	< 0.1%
0.03	2	< 0.1%
0.0301	3	< 0.1%
0.0302	2	< 0.1%
0.0303	3	< 0.1%
0.0304	4	< 0.1%

Value	Count	Frequency (%)
91.5335	1	< 0.1%
90.4623	1	< 0.1%
80.1318	1	< 0.1%
79.4435	2	< 0.1%
76.5489	1	< 0.1%
75.7953	2	< 0.1%
75.1784	10	< 0.1%
74.4511	9	< 0.1%
73.8555	21	< 0.1%
73.1532	36	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6398
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.553647

Minimum	0.0372
Maximum	139.2366
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0372
5-th percentile	0.1182
Q1	7.7003
median	24.1369
Q3	42.2414
95-th percentile	64.6599
Maximum	139.2366
Range	139.1994
Interquartile range (IQR)	34.5411

Descriptive statistics

Standard deviation	21.299549
Coefficient of variation (CV)	0.80213273
Kurtosis	-0.82609108
Mean	26.553647
Median Absolute Deviation (MAD)	17.6932
Skewness	0.397209
Sum	7847505.4
Variance	453.67079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1195	1683	0.6%
0.1197	1669	0.6%
0.1194	1664	0.6%
0.1193	1650	0.6%
0.1199	1637	0.6%
0.1198	1626	0.6%
0.1205	1591	0.5%
0.1201	1588	0.5%
0.1202	1521	0.5%
0.1191	1493	0.5%
Other values (6388)	279412	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0372	1	< 0.1%
0.0375	2	< 0.1%
0.0377	1	< 0.1%
0.0378	3	< 0.1%
0.0379	1	< 0.1%
0.038	1	< 0.1%
0.0383	1	< 0.1%
0.0385	2	< 0.1%
0.0388	3	< 0.1%
0.039	2	< 0.1%

Value	Count	Frequency (%)
139.2366	1	< 0.1%
105.9214	1	< 0.1%
98.8084	1	< 0.1%
93.6563	1	< 0.1%
90.6767	3	< 0.1%
89.8357	6	< 0.1%
88.8467	4	< 0.1%
88.0388	12	< 0.1%
87.0883	20	< 0.1%
86.3116	21	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6283
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.480566

Minimum	0.0305
Maximum	100.3335
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0305
5-th percentile	0.1078
Q1	10.7086
median	27.7396
Q3	44.3081
95-th percentile	64.8558
Maximum	100.3335
Range	100.303
Interquartile range (IQR)	33.5995

Descriptive statistics

Standard deviation	21.334453
Coefficient of variation (CV)	0.7490881
Kurtosis	-0.89338592
Mean	28.480566
Median Absolute Deviation (MAD)	16.5685
Skewness	0.21008417
Sum	8416975.7
Variance	455.15889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1082	2375	0.8%
0.1081	2243	0.8%
0.1089	2223	0.8%
0.1084	2216	0.7%
0.1088	2165	0.7%
0.1086	2154	0.7%
0.1085	2142	0.7%
0.108	2053	0.7%
0.109	1995	0.7%
0.1078	1911	0.6%
Other values (6273)	274057	92.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0305	1	< 0.1%
0.0312	2	< 0.1%
0.0313	3	< 0.1%
0.0315	1	< 0.1%
0.0316	2	< 0.1%
0.0317	2	< 0.1%
0.0318	2	< 0.1%
0.0319	4	< 0.1%
0.032	1	< 0.1%
0.0321	2	< 0.1%

Value	Count	Frequency (%)
100.3335	1	< 0.1%
96.936	1	< 0.1%
90.1079	2	< 0.1%
89.1159	5	< 0.1%
88.3056	9	< 0.1%
87.3522	13	< 0.1%
86.5731	14	< 0.1%
85.6562	23	< 0.1%
84.9067	34	< 0.1%
84.0241	35	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6292
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.696788

Minimum	0.0334
Maximum	89.2954
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0334
5-th percentile	0.1075
Q1	9.8438
median	26.8138
Q3	41.8191
95-th percentile	57.6725
Maximum	89.2954
Range	89.262
Interquartile range (IQR)	31.9753

Descriptive statistics

Standard deviation	19.587231
Coefficient of variation (CV)	0.73369241
Kurtosis	-0.90441257
Mean	26.696788
Median Absolute Deviation (MAD)	15.4145
Skewness	0.12739103
Sum	7889808.6
Variance	383.65961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1088	1249	0.4%
0.1087	1208	0.4%
50.6129	1190	0.4%
51.8182	1184	0.4%
49.4614	1183	0.4%
0.1086	1182	0.4%
52.7888	1173	0.4%
0.1084	1171	0.4%
48.3602	1170	0.4%
51.5393	1164	0.4%
Other values (6282)	283660	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0334	2	< 0.1%
0.0337	1	< 0.1%
0.0338	1	< 0.1%
0.034	2	< 0.1%
0.0341	2	< 0.1%
0.0343	1	< 0.1%
0.0344	3	< 0.1%
0.0347	2	< 0.1%
0.0348	4	< 0.1%
0.0349	2	< 0.1%

Value	Count	Frequency (%)
89.2954	1	< 0.1%
88.4834	1	< 0.1%
87.5281	6	< 0.1%
86.7475	2	< 0.1%
85.8287	3	< 0.1%
85.0777	17	< 0.1%
84.1934	20	< 0.1%
83.4702	27	< 0.1%
82.6184	48	< 0.1%
81.9217	40	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6375
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.492004

Minimum	0.0334
Maximum	86.5605
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0334
5-th percentile	0.1011
Q1	7.9663
median	22.3557
Q3	37.0376
95-th percentile	54.8616
Maximum	86.5605
Range	86.5271
Interquartile range (IQR)	29.0713

Descriptive statistics

Standard deviation	18.060618
Coefficient of variation (CV)	0.76879853
Kurtosis	-0.82114607
Mean	23.492004
Median Absolute Deviation (MAD)	14.6425
Skewness	0.29650641
Sum	6942685.9
Variance	326.18592
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1027	1218	0.4%
0.1029	1123	0.4%
0.103	1118	0.4%
0.1023	1102	0.4%
0.1026	1087	0.4%
0.1025	1084	0.4%
0.1039	1073	0.4%
0.1031	1017	0.3%
0.1022	1008	0.3%
0.1042	997	0.3%
Other values (6365)	284707	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0334	1	< 0.1%
0.0336	1	< 0.1%
0.0337	2	< 0.1%
0.0338	1	< 0.1%
0.0339	2	< 0.1%
0.0341	1	< 0.1%
0.0344	3	< 0.1%
0.0346	2	< 0.1%
0.0348	2	< 0.1%
0.0349	2	< 0.1%

Value	Count	Frequency (%)
86.5605	1	< 0.1%
81.016	1	< 0.1%
78.7567	2	< 0.1%
78.1157	1	< 0.1%
76.7411	2	< 0.1%
76.0113	2	< 0.1%
75.4135	8	< 0.1%
74.7083	9	< 0.1%
74.1305	9	< 0.1%
73.4487	13	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6250
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.557879

Minimum	0.032
Maximum	117.4239
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.032
5-th percentile	0.107
Q1	9.7269
median	27.6855
Q3	47.0102
95-th percentile	69.4831
Maximum	117.4239
Range	117.3919
Interquartile range (IQR)	37.2833

Descriptive statistics

Standard deviation	22.895443
Coefficient of variation (CV)	0.77459695
Kurtosis	-0.97631509
Mean	29.557879
Median Absolute Deviation (MAD)	18.8122
Skewness	0.27734614
Sum	8735358.4
Variance	524.20132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.108	2321	0.8%
0.1074	2257	0.8%
0.1079	2251	0.8%
0.1082	2231	0.8%
0.1072	2161	0.7%
0.1075	2097	0.7%
0.1071	2088	0.7%
0.1077	2083	0.7%
0.1078	2014	0.7%
0.1083	1964	0.7%
Other values (6240)	274067	92.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.032	1	< 0.1%
0.0321	2	< 0.1%
0.0322	4	< 0.1%
0.0324	3	< 0.1%
0.0325	1	< 0.1%
0.0326	5	< 0.1%
0.0328	1	< 0.1%
0.0329	3	< 0.1%
0.033	6	< 0.1%
0.0332	3	< 0.1%

Value	Count	Frequency (%)
117.4239	1	< 0.1%
93.4235	1	< 0.1%
90.595	1	< 0.1%
89.5776	3	< 0.1%
87.7697	1	< 0.1%
86.9716	3	< 0.1%
86.0327	4	< 0.1%
85.2654	12	< 0.1%
84.3623	15	< 0.1%
83.6241	22	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	63.0844	25.3805	242.4995	0.2004	61.4100	69.1448	56.9725	39.4097	67.3691	65.3771	69.6844	73.9623	60.4667	64.6599	62.9890	60.8831	57.0349	68.3837
1	0.310	62.4366	25.4364	242.0791	0.2000	53.4898	64.1020	66.0832	38.1853	65.3611	62.9311	62.6718	60.1664	62.2706	70.3356	69.4325	57.6725	54.8616	68.3837
2	0.619	60.2180	25.6280	241.8586	0.2000	49.5111	58.5022	60.1967	35.7879	58.3847	58.8476	61.3071	70.1254	60.4667	64.6599	62.4980	59.2350	55.8946	69.4831
3	0.929	57.9922	25.8202	241.6374	0.2000	44.2356	53.7895	58.9374	35.1038	58.7416	54.5217	55.4047	61.0769	64.1837	67.6646	67.8697	55.7972	54.4839	67.8952
4	1.238	55.7737	26.0118	241.4170	0.2000	42.2707	50.3972	54.1325	33.6400	51.7661	52.1297	55.7936	68.2983	60.4667	64.6599	61.2250	55.4749	55.1804	70.6179
5	1.546	53.5645	26.2025	241.1974	0.2000	39.1977	47.8754	53.8273	33.5001	53.6815	51.1251	52.7077	62.5385	60.4667	62.3092	68.3506	54.7785	53.8044	67.3181
6	1.856	51.3409	26.3945	240.9764	0.2000	36.7027	43.5478	50.3585	31.8810	50.5620	49.2798	52.0732	67.1654	60.0710	65.0981	60.3791	56.5195	53.5010	68.9791
7	2.165	49.1245	26.5859	240.7561	0.2000	33.2779	39.1977	49.5202	32.7375	51.1571	48.6935	49.4202	62.5385	60.4667	63.7159	66.2834	53.0811	52.2052	66.2847
8	2.475	48.7300	26.6200	240.6944	0.2000	31.8970	34.0744	46.5604	30.9473	47.7793	46.4788	49.9924	62.9816	60.0710	64.6599	59.9272	53.0811	53.8044	70.0976
9	2.782	48.7300	26.6200	240.6672	0.1998	28.3845	29.0583	45.5763	32.1616	49.9804	45.9557	48.3134	63.5216	58.7630	61.0401	65.2954	52.7888	50.9695	67.3181

	Time (s)	Humidity (%r.h.)	Temperature (C)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295524	90906.948	60.73	25.98	0.2000	3.5934	1.7759	6.5753	21.5249	38.4192	33.0403	38.3745	55.6363	45.2932	58.1498	58.6825	53.7355	44.1536	65.2822
295525	90907.253	60.73	25.98	0.2009	3.0282	1.5751	5.5335	21.4542	37.9253	30.9981	37.6964	54.0730	45.2932	55.5168	57.1452	54.0991	45.5628	71.2524
295526	90907.560	60.73	25.98	0.2000	2.5870	1.4194	4.6925	20.4130	36.7720	28.9754	35.3355	55.6363	44.3207	58.1498	56.4058	50.9361	42.8272	63.8761
295527	90907.866	60.73	25.98	0.2006	2.2317	1.2918	4.0161	19.8925	36.6290	27.9587	34.7573	52.6564	43.5967	57.7289	57.9038	52.1567	43.2606	64.8363
295528	90908.171	60.73	25.98	0.2000	1.9539	1.1917	3.4787	19.5626	35.5501	25.8558	33.8007	52.3446	43.1405	54.8161	57.5565	53.0811	43.2606	63.8761
295529	90908.476	60.73	25.98	0.2000	1.7284	1.1087	3.0386	19.6714	34.2792	23.9056	32.0113	50.3742	43.1405	55.1962	58.3260	51.8182	44.8261	69.4831
295530	90908.783	60.73	25.98	0.2000	1.5470	1.0396	2.6848	18.4821	33.2111	22.4050	30.3970	51.9752	44.0625	58.9374	56.8068	51.8182	43.0232	63.8761
295531	90909.087	60.73	25.98	0.2000	1.3983	0.9814	2.3958	17.7848	32.2057	20.6785	29.1340	50.0315	42.2556	55.9066	56.8068	52.1567	42.1739	63.3641
295532	90909.392	60.73	25.98	0.2000	1.2752	0.9325	2.1599	17.4309	30.2442	18.7741	27.7831	49.4150	43.8496	55.9066	55.6851	50.9361	42.4022	62.4461
295533	90909.697	60.73	25.98	0.2000	1.1728	0.8899	1.9624	16.6820	28.9097	17.2133	26.0509	50.3742	44.3207	55.1962	55.6851	50.3466	42.4022	62.4461

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample